{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convolutional Pose Machines (for Multi-person) Python Demo Code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This ipython notebook demostrates how to detect 2D body joints of multiple people from a single RGB image with Convolutional Pose Machines (CPMs). It is a 2-phase algorithm: (1) person detection, and (2) (multiple) pose estimations. While (2) is the bulk of the paper, you can substitute (1) with any person detector for better precision/recall, though our person detector generate body positions that fit CPMs the best so far."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Input | Result |\n",
    "| --- | --- |\n",
    "| ![](figures/frame0181.png) | ![](figures/frame0181_pose.png) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: If you are looking for **real-time performance** as demonstrated in CVPR'16, the caffe models below are the ones you need (you can retrieve it by running `testing/get_models.sh`). However, you will need to accelerate the other parts including image processing, data transferring, and result rendering. This code only provides a guild for the whole process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phase 1 - Person Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all, we need to detect number of people and their individual positions with a person detector trained in a similar way to CPMs (and that's why they fit each other well!) The person detector has exactly the same network structure as CPMs, with difference on number of stages (4) and output channels at the end of each stage (only 1 for the confidence of body center). Please note this person detector is trained only for demostrating the pipeline: it was not trained and tuned carefully for best performance. Here is the goal of this stage:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"figures/frame0181_person.png\" width=\"500\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with importing stuffs, including ``OpenCV`` and the most important, ``caffe``. The ``config_reader`` will read the file `testing/python/config`, which records important parameters of the trained models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import cv2 as cv \n",
    "import numpy as np\n",
    "import scipy\n",
    "import PIL.Image\n",
    "import math\n",
    "import caffe\n",
    "import time\n",
    "from config_reader import config_reader\n",
    "import util\n",
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load an image and display it. Note that the CPM models are trained with BGR images instead of RGB ones (due to OpenCV), so it is important you feed images into CPMs in correct channel order. In the following ``PIL.Image.open`` is reading the image in RGB order, so you see the wrong color with the function ``showBGRImage``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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y46SN+dO+1XAPE8v/AH1SsUe+i8GPvD86BeDPUV4SNV1AYxdy/nUg8Q6vD0vpvzqSGj3b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\nUDEptOptFgEopaSgY0mmGlakpiuIaSlxRikwTP/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_image = '../sample_image/frame0181.png'\n",
    "img = np.float32(PIL.Image.open(test_image))\n",
    "util.showBGRimage(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time we use ``OpenCV`` to open it and now we see correct color."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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V59X1COOPZe3C5GeJDWToxkrSKuz1DNxaybLhCh7E96uwT+prx4a7qDqEmu5p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\nkpT1pKYCU2nUlMLDaKWm0wENMNPam0rjGmm08ikIoTEz/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oriImg = cv.imread(test_image) # B,G,R order\n",
    "util.showBGRimage(oriImg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are going to **rescale** the image to a size such that if we crop a square on the image on a proper location, the square area can nicely fit a person inside it. Since we have no clue about the size of people relative to the image, ideally we should search over a wide range of scales and combine the result of them, as demonstrated in the matlab code. Here, considering the scaling augmentation we used during the training (so that the model can recognize person/pose in a certain range of scales), and for faster speed, here we only show how to do inference with **one** scale, assuming the height of people are not exceeding the height of the image but also not too small. That is, rescale the height of the image to the square size used during training, which is recorded in ``config``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "param, model = config_reader()\n",
    "boxsize = model['boxsize']\n",
    "npart = model['np']\n",
    "scale = boxsize/(oriImg.shape[0] * 1.0)\n",
    "imageToTest = cv.resize(oriImg, (0,0), fx=scale, fy=scale, interpolation=cv.INTER_CUBIC)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And because the network is downsizing the input image by 8x, we need to pad the image (on the right and bottom) to make its width and height be multiplies of 8. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k4k7iBiZzb5gVMdE4VnPLDTYoMWMe0R9koUws6ePkJBDhtCjKC5t0B87c0PUM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C0yIFtagxhtmirKKVRsHMFNU4iEQaLDQH9bXbFqTeOOvnObHHPCfyiA4YGxsHAQAk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\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zS/vinJs0vzb/0Z/64r9+9P75xal4bZ3WDiLpAS8FNq5aiNhFRMRLeZ7/+vGHu+fcK4wS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kGF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\n//8DjAURMVsfQxYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((368, 656, 3), [0, 0, 0, 2])\n"
     ]
    }
   ],
   "source": [
    "imageToTest_padded, pad = util.padRightDownCorner(imageToTest)\n",
    "util.showBGRimage(imageToTest_padded, 'png')\n",
    "print(imageToTest_padded.shape, pad)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now it's caffe time. Here's the model and deploy file we are using for person detection:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../../model/_trained_person_MPI/pose_deploy_copy_4sg_resize.prototxt\n",
      "../../model/_trained_person_MPI/pose_iter_70000.caffemodel\n"
     ]
    }
   ],
   "source": [
    "print(model['deployFile_person'])\n",
    "print(model['caffemodel_person'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the net, reshape the input blob to what we have determined, and then reshape the whole network:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "if param['use_gpu']: \n",
    "    caffe.set_mode_gpu()\n",
    "else:\n",
    "    caffe.set_mode_cpu()\n",
    "caffe.set_device(param['GPUdeviceNumber']) # set to your device!\n",
    "person_net = caffe.Net(model['deployFile_person'], model['caffemodel_person'], caffe.TEST)\n",
    "person_net.blobs['image'].reshape(*(1, 3, imageToTest_padded.shape[0], imageToTest_padded.shape[1]))\n",
    "person_net.reshape()\n",
    "person_net.forward(); # dry run to avoid GPU synchronization later in caffe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can fill the data blob with normalized (to range [-0.5, 0.5]) and evaluate the network. On a Titan X, the person took about X ms. You see the output is a blob with 1 channel and spatially 8 times smaller than original input image. It contains 5 peaks, each one corresponds to a body center."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Person net took 76.34 ms.\n",
      "['Mconv7_stage4']\n",
      "(1, 1, 46, 82)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFIAAAAuCAAAAACepxH9AAABy0lEQVR4nO2WTY/TQAxA7fEkaUOU\nHkrFLntBrHpaEP//j8CRltKPVUVL2qTJTGbGHNpFTQnJdi8IKe/qmRfbsaMAQkdHR8c1tH41EBGY\ngWtDADWRNiVJSeCMsXw8fSZAkoRsjLuQtihl8CruQ5GmuWVAFMC/BSj9MPRcfsjLqlM25+gPbt6+\nps1saQtA8jxh9FNWwo9Ho8htl5u0fL4SqT9893Esv/aKzDjqRZFU+7SwxyT7w/vxbTnxSm3dFUo/\nejN+IPk4DZToDW9vervFgpUFABR+fPfhvYk2653m89KbC2dX6kNGyjoQIr57GEerL1qVp9JRUOCF\nAYnqpUYlW7Wbf87l/HtSguiP7j/Fs2S+JssA7PT+cSLEMtX2GqVT22n+jZLVVlmJFPTDsCcJAQDY\nFJsJrGg935fVMWou3OnUpQuhskMJTm1ng3ixzk4GpxLOpjLb7svK22ntpTIHQmesQ71feD/DZPaj\nOBrY5Pbgk1G5rc5l+0ICIjMDCD+KB75OkkyfskIUhOyqI1SnxKetu1xekn4gnNZnrUNA4MtzNUrA\neiUIJATr/nA8Qwn1xlOoRfiXx/xv/0kvSbjpyin2ouZ1dHR0/FN+AY4v6teFO+2EAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "person_net.blobs['image'].data[...] = np.transpose(np.float32(imageToTest_padded[:,:,:,np.newaxis]), (3,2,0,1))/256 - 0.5;\n",
    "start_time = time.time()\n",
    "output_blobs = person_net.forward()\n",
    "print('Person net took %.2f ms.' % (1000 * (time.time() - start_time)))\n",
    "print(output_blobs.keys())\n",
    "print(output_blobs[output_blobs.keys()[0]].shape)\n",
    "person_map = np.squeeze(person_net.blobs[output_blobs.keys()[0]].data)\n",
    "util.showmap(person_map * 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the center position, we have to rescale the output 8x back and find local maximums above certain threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([280, 503, 369]), array([150, 152, 169]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "person_map_resized = cv.resize(person_map, (0,0), fx=8, fy=8, interpolation=cv.INTER_CUBIC)\n",
    "data_max = scipy.ndimage.filters.maximum_filter(person_map_resized, 3)\n",
    "maxima = (person_map_resized == data_max)\n",
    "diff = (data_max > 0.5)\n",
    "maxima[diff == 0] = 0\n",
    "x = np.nonzero(maxima)[1]\n",
    "y = np.nonzero(maxima)[0]\n",
    "\n",
    "print(x, y)\n",
    "util.showmap(person_map_resized * 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More visualization to verify:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "person_map_to_plot_1 = util.colorize(person_map_resized) * 0.5 + imageToTest_padded * 0.5\n",
    "person_map_to_plot_2 = person_map_resized * 255\n",
    "for x_c, y_c in zip(x, y):\n",
    "    cv.circle(person_map_to_plot_2, (x_c, y_c), 3, (0,0,255), -1)\n",
    "util.showBGRimage(np.concatenate((person_map_to_plot_1, np.tile(person_map_to_plot_2[:,:,np.newaxis], (1,1,3))), axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phase 2: Pose Estimations with CPMs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the center positions, we can now apply CPMs to do individual pose estimations by cropping regions of interest on the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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Sm4R941p1FJ6FayvkAMecEHgGoby8knuDAt00Ue35sDOfaqtzZu8rSRHaxOa1\nND8G6jrYM6TxxRK21nbJOcdh3rOEYfEW3N6I7XwCi/2LNtk3kTYJxjsK6lxxWb4e0FNAsGgE5md2\n3O5GMn6VqNyDXLUs5XR209I2My5UdKw9dXZpEx9q6G4UYzXP+JDt0SbPtSh8SKn8LPPtMd5NWtss\nTiVf517JZoH2sygkdCRXjuiLu1e2H/TQV7PZJha+nwUFytnyuOk1JIuMvNAFDOM0oYGvm7Hs3HAV\nIFpFFSgU0K40LTgo9KeFp4WmSxka89KsKtIqYqVRTEOQVOtRqKlWgB608U1aeKBC4pwpBS0CFopA\naWmMaRVbULUXunXNoSAJomjyfcYqyaKLAnbU+fP+EbubHVVtXGWWXYcex6/St7VfBN8bVbj7Yjuw\nz5bk5H413T6L5nii5u3XKKAVz0yRS6kighCRWU20elHGVLJJniF5ZXVrNsulMajjcORSGxE0H+rg\nmX16H869E1ayjliYMoI964u5sI45CYSYm9VohUbKdVz+I5qS1FrKfkK+2c1YtXV8D3qW7trqVgu4\nMPUdatwWJgtxO8TKucBiOCa6lqghVUItI93+EsSp4KDADLXMnPftXT6/ptlqejXUN/bpNEI2YBh9\n0gHBB7GsH4WKR4EtSerSyn/x6ul1o+XoWoOP4baQ/wDjprVR0PJcm5XPDL/wFJHZRXdlOjoyLlHO\nDuI7Vzsuh6hDIVNu5IOPlGa7WXVb22sIFnVSqYUfNyceo+lJ9ua4fdGjhnAJA7VzNNvQ9GljJxVn\nqT/CnS7i18VGe4jKZtZdobg8FP8AGvZ68+8EMZNeG8fNHayAH1BZP8K9DrpgtDhrz55uQ3FAFLil\nqjETFJjA5pScVz/izxDFoOktKTm5lDJbx93fH8h1NNK4meUfFu+t7zxLGsMob7PAI5CvJVtxOB74\nIry+4jQsWy4J7tWvqUzmZ5J2Z5WOWJOST61hzszE8YWuuMVFGXM2QSSZTaeRWxpbOLFfkYwsTh9p\nwG7jPrjmufkcZxVnTtWn08vGuHglI3xtyDjuPQ+9Z1Yc6sbUpcrudD8q5djhR1r1vRraC20q3W3A\nCFAxI7kjk14tPKt0m+GZAjfws2CK9o0FGTQ7QN3j3fgen6YrhrwVOCOzDz55svMOKibgVM3SoWrh\nZ3IpzjNc34t40aQe4rppRXMeMeNG+rU6fxIdT4GcN4dXd4hswem/+le02YAXFeN+HF3eIrMD+/8A\n0Ney2owK+qwS9xnyePfvIjaTnrUiPmqLPzUkb185Y9dM0karKVQif1q0jVNh3LQpyjmo1bNPDUxE\nw6U8VEGqQGgCVakFRK1SA0ATLT6jWpAKaExadmm0oqgFopDSZoELiqOpapBpkBlmDsB/Cgyx+gqx\nczpb27yyNtRFLMT2ArzTxB40DT+Xawu5PRjxVKNyZSsaGq+NpBaGW00y7Zz0WQBc/rXHy+L9ckky\ndJ49nyar3OrTSSEu+CfxrNkub/qskfPsKr2Se6IVSS2NceKZ7gNHd2LwEdzmqEtzDcHdG4PtVE6n\nfFC0loJYx1ZBVSGe1uJWkthsdfvxng0OhFapGka8k7M2IbYyzosYy7HAHqa6HxvZppmjaVZkcjJb\nHdsZNXfA+mpdXAvpEykP3c/3qZ8TTmaxX/eP+fzpRTTNJSuelfDRNngHTeMbvMbn/fatrxEdvhrU\nz/07SD81NZnw/Qp4E0kHr5JP5sTWl4hOPD96P70e38yBW62Mep4pqFpLOiCMZZWwx+pq+1wsCGFY\nsKoC7mGT6fhXWvpsIZtrNyeTgDNU59GinP7wsR6Vzs6EbHhSytrPxNdR2s/nolrhm/2twz/Ku3xX\nFeDbJLTWbxYzwLZOPcu3+FdrXRHY55LUMUmKWsrWNcg0uIJzJdSA+VEvU+59B71SXUnyH6xq9vpF\noZZTukbiKIcs7dgBXkKItg8t3qc32vU5iS7SHeseey5/zxWjq+qTrIbi4laa8Ix5rdIh6L6Vwl/q\nIUsWfcx6muarUb0gddKmlrIoa3FC05njG0E5KjpXM392pXapGB1qXVtYEhaKE5J6n0rALZrpoOaj\naRjVUXL3STJYlqWmBuMU9QWIABJPQCt7mPKzqPAujQa14jiguQWhiQysvZsEcH25r3XAVQFGAOgr\nzL4X6LeW99eX1xbSwjyxEnmKVzk5PX6CvUNoIrz8VLmloehh48quQNULGrDriq7CuNo60QSVy3jV\ngNHA9WrqnFcl45P/ABK4h/t06Xxoqr/DZyfhX5vE1mMdWP8AI17DB1NeR+Do93imzPoWP/jpr2Kz\nhMswUdD1r6nCtRpuTPkcYnKokjFfrTo2wajkNCHvmvn2j1zQjfpVpHxWbE9WkepZSL6vT/MxVRXq\nTeMVIy1DJvQHPWp1as+3bbEgPpVhZB60DsXVapVaqavU6t70CsXENTiqaPirCvTQiWgKQSSc55Ht\nSZBpXOAPpTQCE0hIphbFNLUBYwPF900ekSQxtiSUYFeJ6vf3sd3JCZsHjO0Y/lXofizVgviG4jkc\n+Vb24AX/AGieTXl+uvuu/NHO4VvTXcwmtSxFHHPahg25z97JyQayJ2ltSbbHyHncec/jS2dx5Adm\nJAPpS3F2tyhCoemDmtbak2LsWrz2Fr5TRxIh+ZWRcE/U96s2j21zcQXk+1cna7pwRxjkelYUd080\nSWbKpVOhxzSxOsM+wtlelVYD6J8OWtla6DbJYyrNEVyZFP3j3/WuK+JTZ1CyX0jb+YridH8Wap4R\nv1MEvnafIQXgblT7j0NdH4v1aDW5bG/tSTDLBnkcqc8g+9ZcjTNk7nuXg2PyfBejoe1pGT+IzU3i\nY48PzjONzxL+ciisq2lu4PDGiC2YhBaR+YAgbgoMU7VZblvCwF22Zmuovb5fOUj9KvoT1KGc5pKb\nnFG6uTqdKNLwuM6xqR9IYR+rmuqrmPCnOo6sfQQD/wAdY/1qfxhr/wDYGj+ch/fytsj9vU110o3S\nSOapKzuzG8Z+MrnSZPsulJDLcKpMm8nA9uO9czZ3U0emm/uxm7mTLAtnH41y1zqDahdqrbw8r8sO\nvNXNe1BkhESnAVaeKfJaEQw0eZuTOe8Q667TON3WuFv9VkmYqmQPWpNYvGlvWXPArLIzmlSppK5p\nUqNuyGjNKB7UnIpwIrYyAYzXc/Dbw/8A2nrRvrhM29p83I4L9vy6/lXGW1vJc3McEKl5ZGCqo7k1\n9B+G9Fj0HRILNcGQDdKw7setZVp8sTajHmkbS9h2qZVGKrKeRVlXwK85ncRXEZRQ5B2njNUmNW53\n3cVUNTIuBC9cb46b/QoF9WJrsnrifHhxDbD3NKirzRpXdqbMnwQu7xNCAOiMfpxXscBEMEknGTwK\n8g8AqT4iY+kLfzFeo6lci3sQpIBxXuV6nJhLLds+ehBSxV3skc5KjL0lkA/D/CljdgpBYsT3OK4r\n7H4oj733/fRNL/xUcYAdrsH3X/61cFkdR3KSMv8AH+lWFmf++v5V599p8RIMB7j8Ywf6U06p4ijO\nDI/4wipcENM9Oimz96phKCeTXlw8Qa8o5YH6xUq+KtcXr5Zx6xGp5GO56mJADTxJmvLl8a6wvWCF\nv+AkVMPHWor96yiP0c0vZspSR6gspFSLcY715jF8QrsH5tPQj2kP+FWB8Q3H39MP4S//AFqPZsfN\nE9OSercc3FeXR/EeMD5tPl/BwauRfE6xxhrK7B9gp/rU8kh+6z0rzjTG1GJh92X5TtOI2PI/CuEj\n+JWkMPnju1PvGP6GrUHj/wAPhTuuZE5JwYXP8gaOWXYT5TsluEkGV3f8CUj+dBcetckPH/h7ten/\nAL8yD/2Wmt4+8P55vsD/AK5P/hVKLJbXQ4vxxBIfFF6UfO9VJX2xXGTyLNIkMqkEZBPvXd+Jb/Td\nZm+26ZP5sgXbJxg/ke1cpdWG+VZ1XIIy2PWtr2MHuZclqpj2nt0qAW8qjCNgZ5GOtabID1GKhckH\nqBiqU2Bl/ZTJIcMFIoaDeNgb5uxqxcLG8bGNvnPpVSJjECHU7u1aJ3FYFDmBoXzuHQelbthceVpy\nWcjFnJyM9qq6f5ZnE08e7ZyAKux6jaR3xlNocMQfmbp+GKG7hex9SaTbqui6cD1W1iX8kFUfFSAa\nTGB3uof/AEMGrHhrWLPWtDt7izdSqoqMgPKEAcGqfjOXydKtmxn/AEpDx7Bj/SlLYtasxieaTNUb\nS/S7h8xQV5wQasqwPeuSx0WsbnhLBuNWbP8Ay0iH5Rj/ABrz/wCIGupquqbYnb7PbZjXIIBbPJ/O\nu/8ACaO8Gr7SFLXAVW9P3SVzuqWSs7213ErBMrgjp9K66c+VI5akbs8w0jzv7WRnbMQBODjrijXZ\nXkLcciup/sG206R57fcySDgNztPesC5g8/UI4du5mbpWFWfPUOmlFRpnmd5BIZ2dlZcn0qqV2mvf\nhoFk9n5EsKuD68/zrz3VPh9cJrccEM8ENrOcRyzsQqsf4SQDjnoeldkbWscrldnAnntUlvbyXMyR\nRIzyOcKqjJJreuPCd5bS3e+SILbStE55+8pwcV13gfRorGNr10DzvwjMPuj2qXUSNFG5reDfB1vo\nsaXt9GJL88r3EX0967Tzc+o+oqlFISKlznrXJUbkdVNJFkSU8T4qnml3VjZm1yw8me9RFqZuozWc\nzWDEauE8et81qvsa7pjXO634buvEGp2iA+TZpnzrlsYQe2SMn2FKg7VEVX1psq/CzQru71KbUWTy\n7JYzGJW6O2QcD16VpfES9bT5fsu7azLnjuK7K2toba3itrSPy7aBQsaDsP8AHvXjfxC1L7X4nuwr\nEhNqDJz0UV3RqurJReyPLlT5E5dz6LOj2Z6xCkOi2RGDHV/NKDUmWpmNoFkeiYph8OWR/gFbA6UU\n7CMP/hF7En7in/gIpj+EbB/+WSc/7AroKUU7IDl38D6a3SGIf8Aqu3gHTT/ywh/75rsaKB3OKPw6\n0xv+WEf61C3w1009LeP8zXd9KWnYLnnrfDGwb/lgn4N/9aoj8LrP/nj+or0fNLRYLs8yb4YW4HEa\nj/gCH+lQn4Ywg8whvquP5Yr1OlosPmPJm+GUXa2A/Bz/AOz1Tm+Fxb7saD/gDH/2avZaM0WC54kv\nwyuoNzRsASOmwiuT1C2fS7maGQbWjba6n1r6Zrzf4o+Fvtlp/bNsmXjXZcqP4k7N+H+elJxE9TxO\n4BKlxG209CBxWILkibcwOM960ZLtrKcwOxMRPGT0qvJ5QuGWRBh+VI6VcdCblWe8IOI1A96rGcyS\nAy9B6VZls2D7VII6iq7weW2Gz+VWrAmWUYKu9XO3sc1pQXHnwrFKV2nozAcfjWSBDGnJZc/lUgOY\n/lBI/wBk0DPafhBJcW+t3Ns9wpieHdsD5Bx0Ir127sbe/hEVzHvQNuAyRg+vH1r5T8KeKr3w3rUN\nzbSLGqnDhowdynqK+qtOv7fVNPgvbSVZIJkDoymkwKX/AAjGlf8APCQe4nf/ABpR4a09D8vnD6ys\nf51r0VNkBTsrC302ORIAQHfe2TnJwB/QVieIdMluf9Jt13OB8yjqfeugZiSaYDgg+lDQzyvUJfst\nuxaNyW9OgrmNPxNrImfOF5Fd74ilt5b2ZUKLz0rjYoBDfHDLk9ia5l8Z02/d6HURyo68UTQQXUfl\nzoskeQSpPoc1mxGPdt+dX7jqKsC0ikGCv0IYgiuxSONqxwvicnTVuI58ia8upJh8p24Zs9e/Wm2f\nia0sIY7Y2048sYPIPP512GpeH49Tt1guZ3kiDBhuA3KfY1owfCzTp4VljRWRhlT5h5ocUWpvqcen\njmxQcwXX/fK//FVMnj3Te8N1/wB+x/jXWt8JrMj/AFX5SVWb4Swc4Eg/4EKjlRftDnx470g9ftC/\nWKpF8b6Mf+W0q/WJv8K05PhKgPAk/MVWf4SnJx5g/AGnyRD2rIV8Y6Kx/wCPvH1jb/Cl/wCEs0cn\ni+ix7gj+lIfhTKv3ZHH/AAGon+Ftz2lcf8AqXSiyliJIsp4o0hiP9Pg/FqtX2q2EqwXNzqjXgOBB\nYW+CHbp82P5VhyfC69GSJc+mUNYFxb3/AIG1yKTCGYKWjYrwMjGf51H1aKd0avEuSsz1SO6u4Ejg\nuXijuzGZZoxz5K9lJHU14p40hmtfENx54+aQLJn1yK7XwTcyanc6jcTymSaVl8wt1xT/AIjeHH1L\nSv7Rtk3XFsPnA6sn/wBauzD4NqDmcVfFxUlA9z8s/wDPR/0/wpdjf89W/If4U7NA61w3LuNw4PEh\n/EUuJc/fH/fP/wBen0op3ENHm/3l/wC+admT1X8qUUtMBNz9gD+NAZ/7o/76/wDrUtFACbm/u/rS\n+Y39w/gRRRTuAeYe6N+YpRIf7h/GkpcUXAUOf7poMoXqr/8AfJ/woFLTuACVT0z+IIo8wetGKKLj\nF8xf7w/OmS+TNE0chRkYbWU8gj0p9HFMR8y/EXwm+ieIZYIYy1rKPMgkz1U9vqDxXG28qW83k3S7\noumT1Wvqfxr4aj8SaE8KqPtcOXgb/a9Poa+W9TjEdzLA8bCVGKkEYwaafQB0llLFKGVt0bcrIOhF\nWGwF+c8VVsbt4I2gl5Q9Aex9amJKpk8j1pO4WI7hY50wOfTiqscMsPTGPen/AG0CTBXAqYss8ZAz\n7GqTaFcqhm8zcw6Gvo74Q6rDdeHXsg2JIm3hf9k+n4181YaKbDc/Wu58AeJX8P8AiqzmyRayny5B\n22ng02M+oqSmhwwDKQVYZBHcUuai4ETKcmmGNijY644qxmkp3A8c8Rr5N7MJlljkLHhkwD9D3rno\nbS4uZ9kCvIRyFQZr3y7sba+hMN1BHNGf4XUGqWneHtL0p3eytViZupyT/M1k6SvdG0azSseRLLLC\nqrNHuHs2DVqG8se8txGfQ811vi7w1Eitf26FYycyBf4T6/SuM+xbH5lY+nFNNxMnZmzC2/DRXLMP\nR1zW9pOvHT2W3lBeFm9CNvvzXL263ULB0uYwR0xVlJmBHmEE1qpXJasepqQyhlOQRkGlrn/Deqfa\nrVrc5Lw8D6VtFz/db9KYiQ80jdKjMn+y35U0yD0f/vmgB+BSFR6VGZl9G/75NBnX/a/75NAmPIGK\n8N+MeD4jtwOotx/M17abiP8AvYrwj4uziTxYApzthUfzNNblRE+Gy/8AH649VH869ECh1KsAVIwQ\na4D4bjFldnHWYfyFd+pxXuUP4SR4mIf72R3OaUGoRu9RQS/tXzJ7pODTgRVYF/anAv6frTAsZozU\nOX/uj86XLjtTAkopoZv7tG4/3TQIkopm4/3TS7vagB4NLmot/sfyNAkphYlzQDUe+jzAKAJc0ZqL\nzV/vCl8xfWgCQGlqPeKN9FwJK8Q+L/gYx3Y8Q6dEfLmOLpVH3W7N+P8AP617XuqC8toL+zmtLgBo\nplKMPY00wPjhzvnKtwQcVIs0ls2wnch7Gt7xnoraFrl1p0sWJVOUfH3lPQg1ybZ3Yck4962SuhGi\n720gyQFeljO0ZBFUolwdp5B9avLahVDhvlPY0nZAV5cNIGyCau27RthuFIOc+hqFzHGM7VxUW5Uf\nMb8HqKe4z6d+G3iD+2/DKJJOk09piNmU5yMcf4V2Oa+f/gxeyweKfsqsRFPE+5fXAyDXv1ZPQB+a\nSkzRmgB2abmgmkzRcQMFdCjqGVhgg9DXlWvWq6Lq8sE7EWz/ADRPjPynt+HSvVCelct480gan4ek\nkjA8+2G9T6juKT1GmcXF9mn3C3mQsvLb1YEfpSSTxINiN5jnqR0FS3KTm1jgyQiqMlup49KpMBCg\nCHmmgZ0/gi4/4m00LH70JI/Aiu8JFeZ+C3J8TIC3PlPxXpVXcmwtJSGkJoELkU0mg0maACvn/wCK\n5DeNJ8HoiD/x0V78x4r53+J8m7xvd+20f+Oimtyomv8ADwbdLnb1mP8AIV3S8iuJ8AqRoRb+9K39\nK7RTgV7tH+Gjw8R/Gkd0OtOrATxfopwBfw/99VYXxJpDkY1C3Of+mgr5k95mxS1mLrWmuMrewH6O\nKmXVLI9LqI/8DFArF4UtVVvbZhkTx/8AfQqQXUJ6SqfxoGTg0uah81P7wpwkX1oAkopgcHpS7h60\nxD6MU3cPWjdQA7ApCBSbqM0wDA9BSFQew/KlzSZoANif3R+VJsX+6KXNG6mAmxfT9aCgI6n86XNG\naAOB+JvglfEOk/b7RM6jaqcc/wCsTqR9R2r51ltTG5xgkdjX0/4y8Z23hrTZGiMU94eBDvHy57sP\nSvmC6vUlkc+WMli3y8DmtINgRgFs8AEVOl00YAk+ZOlQedGBlu/UUohEwPlAkfyqmhDrlEkG9GIH\npTIIwBlnGewq1G9ukYjkGWHtVeWOPzsocEnp6U0Fz1r4MW6Sa6ZivzRQyHP1wP617pmvI/gvbbY7\n6fHCAID655/oK9azWUnqA7NLmmZpaQCk0lITRmgQZrC8S3oismtg2DKMHB5ArYuJ1ghaRzgKM15R\n4m1pZbxmaQ5LD5fQUrjRb1EKC/7xhgdzmsG4WaQfISnvWzqjDc59ay2fcKaYGl4EheDxKHYs2Ynz\n3r0/zfVH/wC+a4XwLbbtQuLgj5Uj2g+5P/1q7zIxVoTG+cP7r/8AfBphnHo3/fB/wp5NMzTJuNNw\nnc4+oNJ58f8Az0X86caaTxQAhmj/AOeif99CvnP4hTCbxrqDAggPjIPHQV9GgFugzXnev/DLT9SO\noajNeTxXUheRQoXYvpx/9eqirspMwPAQ/wCKeT3kb+dddniuQ8DfL4chA5+d/wD0KutHSvep/wAN\nHh1neo2cc/wwlA+XUgfYxH/Goj8M7wfcvose6kV7MbeMnoKPs8f90V8nzs+hPGf+Fb6mPu30H5sP\n6Uh+H2up929hP0kf/CvZ/s8f90Uot48fdFHOwPFW8D+Jo/uXSn6Tt/UU1fCfi5OkzZ/2bj/Gvblt\nYj1UU42cP9wUKbEeHtoHjWP7sk5+k6/40Gy8dxYCtd/g6n+te3fY4cfdpPsUfpir5wPEhJ47i7Xx\n/KpBq/juL+C+P/AGNe0fYY6Bp6elHOB4wPE/jiPgx3Q/3rdzTk8feL4jlkc/70LCvZTpyE0h0xD/\nABGjnCx5CvxS8Qr9+GM/hj+lSj4uaui/NZxH/gf/ANavWP7LT1rL1Xw3JfoI43hRO+5ck0/aDUUe\nex/GPUy2G05GHs//ANarsHxX1CbO3Tenv0rbb4fyD7klt/3x/wDWpq+BryOQPHLbq6nIIyMfpS9p\n5Fcke5mt8VbqFC8lohx1AqKL4zAsRJpjkezCtC88B3t2weU27so4OSP6VTf4d3TDBtbdv+BCj2nk\nHs13JF+M1oPvaZNj2Iq5N8TluNGkubeyeFjwhkPP1xXN6r4Pi0i386+t4UU52gEZJrz4XcjSS7mI\nQHATsBVxlzETSWxNr1/JqMkzs4Z5DksQMn8a5aSEAZP3vStR3GW7xtUSqbieOC3hLyuwCgDJJrWD\nsQUobN5ZQjDAJ6muotbWGC1KovXgn1r0HQPhbGunrNrDSC4cZ8uNsbB6H3rkvE0VrpesT6dasxWL\nAw3JHFRKbk7IdjmbmzIYvGFH4VnBXe5VZOCTjpWw0oJK7sn3qCyKy36xEZG7k/jWkXZEn0B8LdPF\nh4SWQ8NcSl/wAwK7jePUVg6Xp1zZaVbWyTRqI4wMGPPP51a8u+AwLiD/AL8n/wCKrFyLsafmL60b\nx61lFNQB4mg/79n/ABoC6h3e3/75IouKxq7x60bx6j86yiNQHa2P/A2H9KpXmoXFrE++OIvjgRuz\nH/0GhBYqeK9bW3jaIEFV6kHqfSvHr+d5Z3dySzEnrmum1X7ZeSnPmEZyVZen41z7WDPdCIKS7cYH\nNMaOv1EiXaVP3gGAx6is05jYgkGtO6DW1pHG5j3hApw2TkCsKWfEmGjZc+tCEepeF4I7XQoGXG6Y\neY341tbxXiUOi+JpLkzjU57PTSC4cOGAXsAua6fwpax6lPL/AMTi9mVQUZZZR8x7lQMYrVRvqZtp\naHoMtwkUZd22qO5rltR8ZGwuSsdm90pZUCREbgTnH1zisPVZ77SjJCuj6tcx5O1mJkVh2+YZrkpv\nE+r2fkXUlmfMsrvcsMoYrtZSpGevGDz9Kq6Got7nq2keKodUubq2ks7uyntwC6XKBcg9xgkGtK61\nG0tIDNcXEccYxlmYAc9K8p0TxJPrWr3NzdWsFjZLbCJSzkqGBJC5Jy2cn6Vn+OddtJbP+y7CWaRJ\nCrOrzSOqkegYmrtFq5CTu0z1IX66hfK9hfQp5Q5flw2f4eD7VneKdSun0Z7f7VDZOwMbzOhPBGM4\nzx+tcN8LLmK0XVIp5UCuqSBXBydu7oexGRXQ+I4m8QxLPOJI7IrlV28Nxwc/rSlVjTWpcKE6kvdZ\nleG7UafYRWaTRTGMHLROGBySc/8A666JCe+a4LwLZzWWragkrBsEKCOhHP8AjXpEYRu1axzNRspL\nQ5auXNttPUuCaUdJX/76NTwm6m4SSQ/ia1xp1qGBEX61aVAowAAPavFUT1nUXYpW1pMozLO59gav\nBcCloqjJu4UUtLimIbS4pcUYNACUU4UUAIaXrQKWgA7UhFOxS4pgR4pdtPxRigBm2kbCIWOcAZOK\nkrjfiB4rj0DTRaRsftdypwQf9WnQt/Qf/WoS1A8p8aeJpdb1O4uU3pFGfLjjJ+6oP9a4e8kklXbF\nnB61b1GRmvnMZ+U4NVoIrme5SC3RpZXOFRBkk+ldUYpamdye2td3lQ/ekYgKijJJPavcvh98PItB\nVdV1GMNqEi5RDz5I/wDiqX4efDhfD8a6pq6rLqrjKJ1FuP8A4r37V6HjFZTnqNIhlQFTwMV8weIb\n4nxPqV0/JeZyPpnA/QV9O30v2ewuJiMiONmx9BXyrqqG6kkuUGVfkfnTpasbKhvEnc71C5710HgX\nShqniqxjxuQ3Ks3+6vzHP5VyQU+Ztxg9K9e+CemFtUvr51+WCMRr9W/+sK6J+7Ek9q49KTAp9GBX\nFcsZtFG0U/FIelO4Fa6mS2t3kYjgcfWvH/EGq3NzeyuXddp42nFegeKvtUkQNqGdVHzKp5ry29M0\nzFCnzZ5wOa0ihMpxXF1NJgyMx7HNemeGvCbWVsL6/GbqQfKhH+rH+NZXhDTzY2btMmJZG3DI5A7V\ntajcTqnyyyDJxwxolKxcYcxia9o6SXMs6T+QM87z8p/Gsi2hjvLiOwW5jnldtqlOx+tQ6yLxpCjO\nJEbkbsnFU9Ohuba8hnGAyMCNgxiriZM9ktNOjtbCC1IDiNApJ74FRPounyY32cB2ncvyDg+orPju\n53RXE0mCM/ep/wBruB/y1asnLU1VLqXpbVVBA3Y/3jVaOHyzldw/Gq73dzjPmt+lVl1O4gm/e4kQ\n9jxS5iuRl27s0vovJuYop4Sc7JUyAfUY6Vzt94D0K5dpjZTJITz5E+AfwbNdbaXVvdp+7OG7qafL\nDzxVKbRm1Y4nRvCVpZ3N2gtLgQSoFIuJEcMPotaM/h6xVFRY7hFXoiXEioB7KGxXRxRbcn1ps0e4\n8inzOQtjn7TS7aFiI4Qvv1J/GrZsiDlDg+laCRBewpWKxqXYgKoySewqZQbGpG8FpdpqSlxUWAi2\n0u01J0pcD0o5RkW00bTUuKAKOUCMA0YNS4FJgUWFcjxS4pzssaFmOAOtYl1fvNJ+7JVB6d6T0KjG\n5s0ornhcT/8APV/zpftVx2mf86m5fs2dBS1gC9uR/wAtm/Gnfb7n/nofyo5g9mzdorDGoXI/j/Sn\nf2lcf3h+VPmD2bLuranBo+lz31w2I4lzjux7Ae5NfM/i/XJ9X1Ca7mkJmmckjPCr0AFeq/EK6vNR\n0yO3gkQSRvv244avEb+0vGmJkiII6kVtRlG+5MoNFeNJlaNUO9nIAUDJya+mfA3gy08MaNEZIEbU\nplV7iUjJB67RnpivK/hPoX/E1fV50gmS2BWOORclXPRh9Bmvaf7Wm7xp+tOrUV7BGDZr0Vkf2vL/\nAM8l/OrVnetcsVZcHHasL3G4NIXVYUuNJvIpSwjeFgxU4OMdq+Wrp2S3+zFcBeAa+nPEdz9j8Oah\nPn7sLAfU8f1r5e1G5xdSxsv3WxW9IxkQWu2SVIpULOWAVhX0T8OPDt14f0i6F7D5M9xMG2EgkADA\nzivFfBlh/afi3SrcLlfPR246Kp3H+VfTHmHnmqqSvoNE2aTNQbye9G4+tYjJ8iobmVYYS7cKOppp\nY1G5JUimBy2oatbeYVS6iP0cZ/nWFPqMYfLShvQA5rt7iMPw4DfUVny2Fu5wYE/75FCYGDbX6sAQ\nRW9pDW+o3KxSxiTZ83FRf2RaN1toz/wEU+O2j0tXltI44c/fAT735VakJia34SjupTJbTLGM52MO\n/sao2nhQRODM+7HZSMVoJ4jsw2Jp/LP+2cCr8F/bXK74nRh/eQg1ohD4bCHy1QpgDjCnFTf2bbHs\nw/GiK4iTgvz71N9ttgOZF/OhxTFzNFc6VbEfx/nUTaPbHnL/AJj/AAqaTU7YzJEj5ZjgYqfcT3rJ\nxsWpSKQ0mFTlXkB9iKsJAUG0yMw9+tS5NNJ5pCvcTYAKidAae7Eiq+8g00A8RCuZ8f6kmj+Ebt95\nWWcCGPnuev6ZrqFavEPjBrj3WtrpiP8AurRRkDu7DJP5YreK6EWPoaiiiuY0YZpaMUUwFooooSEK\nDTZJFjUsxAAp2Ka0aOMOoYehoYGFe3rXDbVOEHb1qpmuk+yWx6wRn/gIpDY2h/5YJ+VRyGqqWVrH\nO5FLnNdAdPtP+eC/mab/AGbaf88f/HjS5B+1MGjNbh022/uH/vo006bbH+Fv++qPZj9ojFzTZH2R\ns3oK2zpdv/tj8arz2FuqsMv09R/hQ4aD9qjzTUZpLm4dj0rDnt8sykAiun1HRNYSaRoY7Z0z8vzn\nJH5VgHStVZ3FxDtI6CI/4isFSkzX2kbEOn3N3o8/m2x+UnLL613+la3BqUS5Ijl7oT/KuAa21yGT\nCac88XvgNUj3VzaKHOl3yOOywk4/EVThJD5ovqenb0zjcufTNX9MbE5+lee6K95qk0ce2FEbr9pQ\nsy/8Bx1r0ayszAQxkDfLjgYrWMXbUym1tc5/4k3wtPCjqW2+dKqfh1/pXgF7bJc3BlDYz6d691+I\nkIu7a1td/IJcj8MV5HeaN5TEowz6VpCoouzMHTk1dG78IbCSTxi8wz5VtbMzE9ycKB+p/KvddteI\n+BdTm8O3M8nlqyzAKwPtzXremeILPUkGG8uQ/wALf405STYckkjRxijNTbcjPGKTy6ViSImmGp/K\npDDRYLlGYDHSqrL7VpyQEjpVR4GBPFKw7kSJxQ0e7tT9hXtSnNFguQ/Z07qD9agOn2jNuNvET67B\nn86tMTmkGSaAIDpltIOVbHs5H9ajfRLZ+hl/7+GtJRx0p4xV3ZJkW2hQWtyJ0Mhf/acn+da+w9c0\n6lBo1ATYaQoalBoJoC5XcHFVypzV11yKi2c9KLAVnYIhJ9K8Q8WeDmbUJbi3vDI0jlmEg6Z5617V\nrFvcy2Di1XdMOQuQM/ia8/1HS9cbOdJlJHfcpH86mcp3XKa01G12ew5FGRTKdQQOzS5ptFADs0ua\nZmjNMCTcKMio80uaBD8ilpmaN1OwD6Kj3Um6lYCQ0lM3UhagBxqvNHuBqYsaacmgDKkgOelQNbkn\nkVrsmab5QpWHcyBbDP3B+VWI7LePu1orCvepVAXtRYLmcNOIOQRmrIhcY5PFWC4FRtIc8UWC5xeu\nxfaNTk8x/ugKM1y99pEbSfK3PtXot/olnfytLKJA7dSkjDP4ZxWafBmlyODJ9pYen2hx/I1l7PW5\nsqqtY4Eacbchhkj3rZsLuGHhlINdVH4M0SP/AJdHb/enc/1qceE9GH/Lgp+rsf61Xs2+oOqjEHiX\n7LGBFdFD/tcj9a7HSL4ajpsU4bcSMMcYye9U4fDukxkY062yOhMYJH51roixqFUAAdhWkU0ZykmS\nCjFAp1UZDCKhdB6VZxTWFFguUmSmGP2qyy0wrmlYZVMdIkXzVaZKRVwaBXGeX7UbMVNijFMdyDBF\nA61NtpNlADBS0u2lwKYhvamDrUhApuOaAFphFPpDTkgRb4ozTM0VmWPzSZpuaKYDgaeKjFOzQIdi\njFJmlBoQBijFLRTsA3FGKdRRYVxuKMU6iiwxuKMU6iiwEbUw5qfFJilYCAZp2DUu0UAUCISpNIUq\nximkcUWAqlPWm9DU7VERzTsAq81LTEp9NIBQacDTRThRYB1LQKKYBk0hNLSUARt1ptPNJmkA3FJt\nqWlxQBFijbUu0UlAFWa5gtiPOlWPPTcetRjUbI9LqL8XFTXdnFewGKUcdj3Brjr6ylspjFIMj+Fv\nUVMm0a04KWjOs+3WX/P3B/32KQ31mel1D/32K4ggVGyjFZ+0Zv8AVoncm+tB/wAvUP8A38H+NIL2\nzJ/4+4P+/g/xrzuYgHFNjHzdKqNTUTw67npH2q27XEJ+jika8tR1uYR9ZBXAYqtcA7fWtZS0uZqg\nr7n/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_people = x.size\n",
    "person_image = np.ones((model['boxsize'], model['boxsize'], 3, num_people)) * 128\n",
    "for p in range(num_people):\n",
    "    for x_p in range(model['boxsize']):\n",
    "        for y_p in range(model['boxsize']):\n",
    "            x_i = x_p - model['boxsize']/2 + x[p]\n",
    "            y_i = y_p - model['boxsize']/2 + y[p]\n",
    "            if x_i >= 0 and x_i < imageToTest.shape[1] and y_i >= 0 and y_i < imageToTest.shape[0]:\n",
    "                person_image[y_p, x_p, :, p] = imageToTest[y_i, x_i, :]\n",
    "# show one of them for inspection\n",
    "util.showBGRimage(person_image[:,:,:,0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As decribed in the paper, during the training we used a Gaussian peak centered at body to eliminate part responses on the people nearby. We explictly produce it and put it at the 4th channel of each cropped region for the input of CPM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gaussian_map = np.zeros((model['boxsize'], model['boxsize']))\n",
    "for x_p in range(model['boxsize']):\n",
    "    for y_p in range(model['boxsize']):\n",
    "        dist_sq = (x_p - model['boxsize']/2) * (x_p - model['boxsize']/2) + \\\n",
    "                  (y_p - model['boxsize']/2) * (y_p - model['boxsize']/2)\n",
    "        exponent = dist_sq / 2.0 / model['sigma'] / model['sigma']\n",
    "        gaussian_map[y_p, x_p] = math.exp(-exponent)\n",
    "util.showmap(gaussian_map * 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now run CPM for each person (region of interest) individually. Each of evaluation takes 55~65 ms on a Titan X. Together with the time spent on person detection (phase 1), we can get roughly 7~9 fps here for 1 person, **if you make all the other parts fast enough**. Of course you can run only one evaluation for all the people with non-singleton batch size for better performance, as long as you have enough GPU memory. In this way you can run faster for multiple people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For person 0, pose net took 62.63 ms.\n",
      "For person 1, pose net took 60.49 ms.\n",
      "For person 2, pose net took 56.93 ms.\n"
     ]
    }
   ],
   "source": [
    "pose_net = caffe.Net(model['deployFile'], model['caffemodel'], caffe.TEST)\n",
    "pose_net.forward() # dry run to avoid GPU synchronization later in caffe\n",
    "output_blobs_array = [dict() for dummy in range(num_people)]\n",
    "for p in range(num_people):\n",
    "    input_4ch = np.ones((model['boxsize'], model['boxsize'], 4))\n",
    "    input_4ch[:,:,0:3] = person_image[:,:,:,p]/256.0 - 0.5 # normalize to [-0.5, 0.5]\n",
    "    input_4ch[:,:,3] = gaussian_map\n",
    "    pose_net.blobs['data'].data[...] = np.transpose(np.float32(input_4ch[:,:,:,np.newaxis]), (3,2,0,1))\n",
    "    start_time = time.time()\n",
    "    output_blobs_array[p] = copy.deepcopy(pose_net.forward()['Mconv7_stage6'])\n",
    "    print('For person %d, pose net took %.2f ms.' % (p, 1000 * (time.time() - start_time)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that now the output for each person is a number (15) of confidence maps, one for each body part plus a background channel. Here's some visualization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Person 0\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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SG7xfjFj+lSrqekt/y0tR9QoqA2Fs3W2i/wC+RVHUNOtorOWRIQHA4IJ9apTQuU2Vu9Nb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\n/gKd2xNI19ppjoSOlSRhljUM25gME+tPxVWJKW0g9KQgelWmWmFPaiw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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Person 1\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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w4NKS0ZUPiRHWv4U/5HDRP+v+D/0YtZFa/hT/AJHDRP8Ar/g/9GLXDL4Wegeq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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Person 2\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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YMqp0weNp/wAKwZZNQFNIkkcmNrhs+hzWha2TSFSRhT3oSuDZRMZI56VjzQq2uxBkUrsO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\nz1yiiivOJP/Z\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for p in range(num_people):\n",
    "    print('Person %d' % p)\n",
    "    down_scaled_image = cv.resize(person_image[:,:,:,p], (0,0), fx=0.5, fy=0.5, interpolation=cv.INTER_CUBIC)\n",
    "    canvas = np.empty(shape=(model['boxsize']/2, 0, 3))\n",
    "    for part in [0,3,7,10,12]: # sample 5 body parts: [head, right elbow, left wrist, right ankle, left knee]\n",
    "        part_map = output_blobs_array[p][0,part,:,:]\n",
    "        part_map_resized = cv.resize(part_map, (0,0), fx=4, fy=4, interpolation=cv.INTER_CUBIC) #only for displaying\n",
    "        part_map_color = util.colorize(part_map_resized)\n",
    "        part_map_color_blend = part_map_color * 0.5 + down_scaled_image * 0.5\n",
    "        canvas = np.concatenate((canvas, part_map_color_blend), axis=1)\n",
    "        canvas = np.concatenate((canvas, 255 * np.ones((model['boxsize']/2, 5, 3))), axis=1)\n",
    "    util.showBGRimage(canvas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get predictions, similarly we have to upscale the confidence maps by 8x, and pick the strongest peak as prediction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "prediction = np.zeros((14, 2, num_people))\n",
    "for p in range(num_people):\n",
    "    for part in range(14):\n",
    "        part_map = output_blobs_array[p][0, part, :, :]\n",
    "        part_map_resized = cv.resize(part_map, (0,0), fx=8, fy=8, interpolation=cv.INTER_CUBIC)\n",
    "        prediction[part,:,p] = np.unravel_index(part_map_resized.argmax(), part_map_resized.shape)\n",
    "    # mapped back on full image\n",
    "    prediction[:,0,p] = prediction[:,0,p] - (model['boxsize']/2) + y[p]\n",
    "    prediction[:,1,p] = prediction[:,1,p] - (model['boxsize']/2) + x[p]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally we visualize the landmark positions, and the limbs from the prediction by plotting colored ellipses. See L/R arms and legs are distinguished!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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6lFcyWziGXae3tXJQeEoi8zMP9b/rHZRlfda7wc9abJtEbZ9KE7AtdD588R6R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\nBY//2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "limbs = model['limbs']\n",
    "stickwidth = 6\n",
    "colors = [[0, 0, 255], [0, 170, 255], [0, 255, 170], [0, 255, 0], [170, 255, 0],\n",
    "[255, 170, 0], [255, 0, 0], [255, 0, 170], [170, 0, 255]] # note BGR ...\n",
    "canvas = imageToTest.copy()\n",
    "for p in range(num_people):\n",
    "    for part in range(model['np']):\n",
    "        cv.circle(canvas, (int(prediction[part, 1, p]), int(prediction[part, 0, p])), 3, (0, 0, 0), -1)\n",
    "    for l in range(limbs.shape[0]):\n",
    "        cur_canvas = canvas.copy()\n",
    "        X = prediction[limbs[l,:]-1, 0, p]\n",
    "        Y = prediction[limbs[l,:]-1, 1, p]\n",
    "        mX = np.mean(X)\n",
    "        mY = np.mean(Y)\n",
    "        length = ((X[0] - X[1]) ** 2 + (Y[0] - Y[1]) ** 2) ** 0.5\n",
    "        angle = math.degrees(math.atan2(X[0] - X[1], Y[0] - Y[1]))\n",
    "        polygon = cv.ellipse2Poly((int(mY),int(mX)), (int(length/2), stickwidth), int(angle), 0, 360, 1)\n",
    "        cv.fillConvexPoly(cur_canvas, polygon, colors[l])\n",
    "        canvas = canvas * 0.4 + cur_canvas * 0.6 # for transparency\n",
    "util.showBGRimage(canvas)"
   ]
  }
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